Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 35 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 59 |
| Duplicate rows (%) | 2.9% |
| Total size in memory | 281.4 KiB |
| Average record size in memory | 144.1 B |
Variable types
| Unsupported | 2 |
|---|---|
| Numeric | 13 |
| Categorical | 3 |
| Dataset has 59 (2.9%) duplicate rows | Duplicates |
genre has a high cardinality: 59 distinct values | High cardinality |
explicit is highly correlated with speechiness and 1 other fields | High correlation |
genre is highly correlated with explicit and 3 other fields | High correlation |
energy is highly correlated with loudness and 2 other fields | High correlation |
loudness is highly correlated with energy and 1 other fields | High correlation |
speechiness is highly correlated with explicit | High correlation |
acousticness is highly correlated with energy | High correlation |
instrumentalness is highly correlated with genre | High correlation |
artist is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
song is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
popularity has 126 (6.3%) zeros | Zeros |
key has 198 (9.9%) zeros | Zeros |
instrumentalness has 1085 (54.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-12 03:08:09.767588 |
|---|---|
| Analysis finished | 2022-09-12 03:08:43.648486 |
| Duration | 33.88 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
duration_ms
Real number (ℝ≥0)
| Distinct | 1790 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 228750.1627 |
| Minimum | 113000 |
|---|---|
| Maximum | 484146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 113000 |
|---|---|
| 5-th percentile | 174954.6 |
| Q1 | 203520 |
| median | 223266 |
| Q3 | 248133 |
| 95-th percentile | 298870.4 |
| Maximum | 484146 |
| Range | 371146 |
| Interquartile range (IQR) | 44613 |
Descriptive statistics
| Standard deviation | 39164.93365 |
|---|---|
| Coefficient of variation (CV) | 0.1712127029 |
| Kurtosis | 3.305887399 |
| Mean | 228750.1627 |
| Median Absolute Deviation (MAD) | 21680 |
| Skewness | 1.01809728 |
| Sum | 456814075 |
| Variance | 1533892028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 212106 | 4 | 0.2% |
| 240040 | 3 | 0.1% |
| 200106 | 3 | 0.1% |
| 202066 | 3 | 0.1% |
| 243533 | 3 | 0.1% |
| 249533 | 3 | 0.1% |
| 268866 | 3 | 0.1% |
| 236133 | 3 | 0.1% |
| 199480 | 3 | 0.1% |
| 257200 | 3 | 0.1% |
| Other values (1780) | 1966 |
| Value | Count | Frequency (%) |
| 113000 | 1 | |
| 114893 | 1 | |
| 119133 | 1 | |
| 121886 | 1 | |
| 124055 | 1 | |
| 126446 | 1 | |
| 127920 | 1 | |
| 129264 | 1 | |
| 131064 | 1 | |
| 131213 | 1 |
| Value | Count | Frequency (%) |
| 484146 | 1 | |
| 452906 | 1 | |
| 448573 | 1 | |
| 444333 | 1 | |
| 432146 | 1 | |
| 417920 | 1 | |
| 404106 | 1 | |
| 393813 | 1 | |
| 366733 | 1 | |
| 359973 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 15.8 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5994 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1447 | |
| 1.0 | 551 | 27.6% |
| (Missing) | 2 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 1447 | |
| 1.0 | 551 | 27.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3445 | |
| . | 1998 | |
| 1 | 551 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3996 | |
| Other Punctuation | 1998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3445 | |
| 1 | 551 | 13.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5994 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3445 | |
| . | 1998 | |
| 1 | 551 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3445 | |
| . | 1998 | |
| 1 | 551 | 9.2% |
year
Real number (ℝ≥0)
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2009.490245 |
| Minimum | 1998 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1998 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2004 |
| median | 2010 |
| Q3 | 2015 |
| 95-th percentile | 2018 |
| Maximum | 2020 |
| Range | 22 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.859019372 |
|---|---|
| Coefficient of variation (CV) | 0.002915674453 |
| Kurtosis | -1.194757502 |
| Mean | 2009.490245 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.04537927933 |
| Sum | 4016971 |
| Variance | 34.328108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2012 | 115 | 5.8% |
| 2017 | 110 | 5.5% |
| 2001 | 108 | 5.4% |
| 2010 | 107 | 5.3% |
| 2018 | 107 | 5.3% |
| 2014 | 104 | 5.2% |
| 2005 | 104 | 5.2% |
| 2011 | 99 | 5.0% |
| 2016 | 99 | 5.0% |
| 2015 | 99 | 5.0% |
| Other values (13) | 947 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1999 | 38 | 1.9% |
| 2000 | 74 | |
| 2001 | 108 | |
| 2002 | 90 | |
| 2003 | 97 | |
| 2004 | 96 | |
| 2005 | 104 | |
| 2006 | 95 | |
| 2007 | 94 |
| Value | Count | Frequency (%) |
| 2020 | 3 | 0.1% |
| 2019 | 89 | |
| 2018 | 107 | |
| 2017 | 110 | |
| 2016 | 99 | |
| 2015 | 99 | |
| 2014 | 104 | |
| 2013 | 89 | |
| 2012 | 115 | |
| 2011 | 99 |
| Distinct | 76 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 4 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.85220441 |
| Minimum | 0 |
|---|---|
| Maximum | 89 |
| Zeros | 126 |
| Zeros (%) | 6.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 56 |
| median | 65 |
| Q3 | 73 |
| 95-th percentile | 80 |
| Maximum | 89 |
| Range | 89 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 21.35163767 |
|---|---|
| Coefficient of variation (CV) | 0.3567393696 |
| Kurtosis | 2.645965134 |
| Mean | 59.85220441 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -1.821383915 |
| Sum | 119465 |
| Variance | 455.8924312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 126 | 6.3% |
| 69 | 76 | 3.8% |
| 68 | 75 | 3.8% |
| 73 | 69 | 3.5% |
| 74 | 68 | 3.4% |
| 67 | 66 | 3.3% |
| 76 | 64 | 3.2% |
| 64 | 63 | 3.1% |
| 72 | 62 | 3.1% |
| 57 | 62 | 3.1% |
| Other values (66) | 1265 |
| Value | Count | Frequency (%) |
| 0 | 126 | |
| 1 | 31 | 1.6% |
| 2 | 11 | 0.5% |
| 3 | 5 | 0.2% |
| 4 | 4 | 0.2% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.1% |
| 88 | 1 | 0.1% |
| 87 | 1 | 0.1% |
| 86 | 4 | 0.2% |
| 85 | 7 | 0.4% |
| 84 | 11 | 0.5% |
| 83 | 15 | 0.8% |
| 82 | 25 | |
| 81 | 27 | |
| 80 | 43 |
danceability
Real number (ℝ≥0)
| Distinct | 565 |
|---|---|
| Distinct (%) | 28.3% |
| Missing | 4 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6673446894 |
| Minimum | 0.129 |
|---|---|
| Maximum | 0.975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.129 |
|---|---|
| 5-th percentile | 0.4195 |
| Q1 | 0.581 |
| median | 0.676 |
| Q3 | 0.764 |
| 95-th percentile | 0.886 |
| Maximum | 0.975 |
| Range | 0.846 |
| Interquartile range (IQR) | 0.183 |
Descriptive statistics
| Standard deviation | 0.1405145447 |
|---|---|
| Coefficient of variation (CV) | 0.2105576727 |
| Kurtosis | 0.1214117439 |
| Mean | 0.6673446894 |
| Median Absolute Deviation (MAD) | 0.091 |
| Skewness | -0.4265341423 |
| Sum | 1332.02 |
| Variance | 0.01974433727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.688 | 12 | 0.6% |
| 0.736 | 12 | 0.6% |
| 0.687 | 11 | 0.5% |
| 0.791 | 11 | 0.5% |
| 0.682 | 11 | 0.5% |
| 0.656 | 10 | 0.5% |
| 0.76 | 10 | 0.5% |
| 0.794 | 10 | 0.5% |
| 0.66 | 10 | 0.5% |
| 0.68 | 10 | 0.5% |
| Other values (555) | 1889 |
| Value | Count | Frequency (%) |
| 0.129 | 1 | |
| 0.177 | 1 | |
| 0.179 | 1 | |
| 0.18 | 1 | |
| 0.19 | 1 | |
| 0.209 | 1 | |
| 0.217 | 1 | |
| 0.23 | 1 | |
| 0.256 | 1 | |
| 0.259 | 1 |
| Value | Count | Frequency (%) |
| 0.975 | 1 | |
| 0.97 | 1 | |
| 0.969 | 1 | |
| 0.967 | 1 | |
| 0.964 | 2 | |
| 0.963 | 2 | |
| 0.962 | 1 | |
| 0.956 | 1 | |
| 0.955 | 1 | |
| 0.951 | 1 |
| Distinct | 580 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7202966483 |
| Minimum | 0.0549 |
|---|---|
| Maximum | 0.999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0549 |
|---|---|
| 5-th percentile | 0.4429 |
| Q1 | 0.622 |
| median | 0.736 |
| Q3 | 0.839 |
| 95-th percentile | 0.9331 |
| Maximum | 0.999 |
| Range | 0.9441 |
| Interquartile range (IQR) | 0.217 |
Descriptive statistics
| Standard deviation | 0.152752005 |
|---|---|
| Coefficient of variation (CV) | 0.2120681879 |
| Kurtosis | 0.1759961291 |
| Mean | 0.7202966483 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.632140422 |
| Sum | 1439.873 |
| Variance | 0.02333317503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.783 | 15 | 0.8% |
| 0.862 | 12 | 0.6% |
| 0.768 | 11 | 0.5% |
| 0.8 | 10 | 0.5% |
| 0.791 | 10 | 0.5% |
| 0.628 | 9 | 0.4% |
| 0.861 | 9 | 0.4% |
| 0.786 | 9 | 0.4% |
| 0.921 | 9 | 0.4% |
| 0.677 | 9 | 0.4% |
| Other values (570) | 1896 |
| Value | Count | Frequency (%) |
| 0.0549 | 1 | |
| 0.0581 | 1 | |
| 0.115 | 1 | |
| 0.203 | 1 | |
| 0.219 | 1 | |
| 0.247 | 1 | |
| 0.249 | 1 | |
| 0.261 | 1 | |
| 0.264 | 1 | |
| 0.265 | 1 |
| Value | Count | Frequency (%) |
| 0.999 | 1 | 0.1% |
| 0.988 | 1 | 0.1% |
| 0.985 | 1 | 0.1% |
| 0.984 | 1 | 0.1% |
| 0.982 | 1 | 0.1% |
| 0.981 | 1 | 0.1% |
| 0.979 | 1 | 0.1% |
| 0.978 | 1 | 0.1% |
| 0.977 | 2 | |
| 0.976 | 3 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.378189095 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 198 |
| Zeros (%) | 9.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.61595349 |
|---|---|
| Coefficient of variation (CV) | 0.6723366223 |
| Kurtosis | -1.298666178 |
| Mean | 5.378189095 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.009533483866 |
| Sum | 10751 |
| Variance | 13.07511964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 267 | |
| 11 | 199 | |
| 0 | 198 | |
| 7 | 197 | |
| 5 | 181 | |
| 8 | 173 | |
| 2 | 158 | |
| 9 | 157 | |
| 6 | 154 | |
| 10 | 129 | |
| Other values (2) | 186 |
| Value | Count | Frequency (%) |
| 0 | 198 | |
| 1 | 267 | |
| 2 | 158 | |
| 3 | 60 | 3.0% |
| 4 | 126 | |
| 5 | 181 | |
| 6 | 154 | |
| 7 | 197 | |
| 8 | 173 | |
| 9 | 157 |
| Value | Count | Frequency (%) |
| 11 | 199 | |
| 10 | 129 | |
| 9 | 157 | |
| 8 | 173 | |
| 7 | 197 | |
| 6 | 154 | |
| 5 | 181 | |
| 4 | 126 | |
| 3 | 60 | 3.0% |
| 2 | 158 |
| Distinct | 1669 |
|---|---|
| Distinct (%) | 83.5% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4992.963732 |
| Minimum | -20514 |
|---|---|
| Maximum | -0.276 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1998 |
| Negative (%) | 99.9% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | -20514 |
|---|---|
| 5-th percentile | -8728.2 |
| Q1 | -6336 |
| median | -5076.5 |
| Q3 | -3836.75 |
| 95-th percentile | -5.3455 |
| Maximum | -0.276 |
| Range | 20513.724 |
| Interquartile range (IQR) | 2499.25 |
Descriptive statistics
| Standard deviation | 2429.823923 |
|---|---|
| Coefficient of variation (CV) | -0.486649624 |
| Kurtosis | 1.821564258 |
| Mean | -4992.963732 |
| Median Absolute Deviation (MAD) | 1245.5 |
| Skewness | -0.08886108204 |
| Sum | -9975941.536 |
| Variance | 5904044.296 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6366 | 5 | 0.2% |
| -5595 | 4 | 0.2% |
| -3782 | 4 | 0.2% |
| -5153 | 4 | 0.2% |
| -5096 | 3 | 0.1% |
| -3078 | 3 | 0.1% |
| -4315 | 3 | 0.1% |
| -5611 | 3 | 0.1% |
| -5892 | 3 | 0.1% |
| -3887 | 3 | 0.1% |
| Other values (1659) | 1963 |
| Value | Count | Frequency (%) |
| -20514 | 1 | |
| -17217 | 1 | |
| -15636 | 1 | |
| -14505 | 1 | |
| -13964 | 1 | |
| -13744 | 1 | |
| -13609 | 1 | |
| -13203 | 1 | |
| -12932 | 1 | |
| -12852 | 1 |
| Value | Count | Frequency (%) |
| -0.276 | 1 | |
| -0.74 | 1 | |
| -1.19 | 1 | |
| -1.73 | 1 | |
| -2.18 | 2 | |
| -2.28 | 1 | |
| -2.36 | 1 | |
| -2.61 | 1 | |
| -2.69 | 1 | |
| -2.76 | 1 |
mode
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.8 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5997 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1107 | |
| 0.0 | 892 | |
| (Missing) | 1 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1.0 | 1107 | |
| 0.0 | 892 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2891 | |
| . | 1999 | |
| 1 | 1107 | 18.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3998 | |
| Other Punctuation | 1999 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2891 | |
| 1 | 1107 | 27.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5997 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2891 | |
| . | 1999 | |
| 1 | 1107 | 18.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5997 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2891 | |
| . | 1999 | |
| 1 | 1107 | 18.5% |
| Distinct | 836 |
|---|---|
| Distinct (%) | 41.8% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1036066066 |
| Minimum | 0.0232 |
|---|---|
| Maximum | 0.576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0232 |
|---|---|
| 5-th percentile | 0.029 |
| Q1 | 0.0396 |
| median | 0.05985 |
| Q3 | 0.129 |
| 95-th percentile | 0.322 |
| Maximum | 0.576 |
| Range | 0.5528 |
| Interquartile range (IQR) | 0.0894 |
Descriptive statistics
| Standard deviation | 0.09619269207 |
|---|---|
| Coefficient of variation (CV) | 0.9284416817 |
| Kurtosis | 2.620774903 |
| Mean | 0.1036066066 |
| Median Absolute Deviation (MAD) | 0.02645 |
| Skewness | 1.760789253 |
| Sum | 207.006 |
| Variance | 0.009253034007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0432 | 13 | 0.7% |
| 0.029 | 12 | 0.6% |
| 0.0322 | 11 | 0.5% |
| 0.0363 | 10 | 0.5% |
| 0.109 | 9 | 0.4% |
| 0.0439 | 9 | 0.4% |
| 0.0377 | 8 | 0.4% |
| 0.108 | 8 | 0.4% |
| 0.046 | 8 | 0.4% |
| 0.0431 | 8 | 0.4% |
| Other values (826) | 1902 |
| Value | Count | Frequency (%) |
| 0.0232 | 1 | |
| 0.0239 | 1 | |
| 0.0241 | 1 | |
| 0.0242 | 1 | |
| 0.0245 | 2 | |
| 0.0247 | 1 | |
| 0.0249 | 2 | |
| 0.0252 | 2 | |
| 0.0253 | 2 | |
| 0.0255 | 2 |
| Value | Count | Frequency (%) |
| 0.576 | 1 | |
| 0.53 | 1 | |
| 0.516 | 1 | |
| 0.505 | 1 | |
| 0.488 | 1 | |
| 0.484 | 1 | |
| 0.483 | 1 | |
| 0.478 | 1 | |
| 0.47 | 1 | |
| 0.467 | 1 |
| Distinct | 1208 |
|---|---|
| Distinct (%) | 60.5% |
| Missing | 4 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1291619519 |
| Minimum | 1.92 × 10-5 |
|---|---|
| Maximum | 0.976 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1.92 × 10-5 |
|---|---|
| 5-th percentile | 0.0009825 |
| Q1 | 0.013925 |
| median | 0.05585 |
| Q3 | 0.177 |
| 95-th percentile | 0.515 |
| Maximum | 0.976 |
| Range | 0.9759808 |
| Interquartile range (IQR) | 0.163075 |
Descriptive statistics
| Standard deviation | 0.1734572072 |
|---|---|
| Coefficient of variation (CV) | 1.342943527 |
| Kurtosis | 4.651408522 |
| Mean | 0.1291619519 |
| Median Absolute Deviation (MAD) | 0.05115 |
| Skewness | 2.091152906 |
| Sum | 257.8072559 |
| Variance | 0.03008740272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.15 | 7 | 0.4% |
| 0.107 | 7 | 0.4% |
| 0.23 | 7 | 0.4% |
| 0.191 | 6 | 0.3% |
| 0.157 | 6 | 0.3% |
| 0.106 | 6 | 0.3% |
| 0.109 | 6 | 0.3% |
| 0.123 | 6 | 0.3% |
| 0.0192 | 6 | 0.3% |
| 0.102 | 6 | 0.3% |
| Other values (1198) | 1933 |
| Value | Count | Frequency (%) |
| 1.92 × 10-5 | 1 | |
| 2.06 × 10-5 | 1 | |
| 2.64 × 10-5 | 1 | |
| 3.82 × 10-5 | 1 | |
| 4.14 × 10-5 | 1 | |
| 5.15 × 10-5 | 1 | |
| 5.48 × 10-5 | 1 | |
| 6.52 × 10-5 | 1 | |
| 6.79 × 10-5 | 1 | |
| 7.95 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.976 | 1 | |
| 0.966 | 1 | |
| 0.953 | 1 | |
| 0.945 | 1 | |
| 0.934 | 2 | |
| 0.932 | 1 | |
| 0.922 | 1 | |
| 0.896 | 1 | |
| 0.893 | 1 | |
| 0.883 | 1 |
| Distinct | 772 |
|---|---|
| Distinct (%) | 38.6% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01524123184 |
| Minimum | 0 |
|---|---|
| Maximum | 0.985 |
| Zeros | 1085 |
| Zeros (%) | 54.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6.89 × 10-5 |
| 95-th percentile | 0.034515 |
| Maximum | 0.985 |
| Range | 0.985 |
| Interquartile range (IQR) | 6.89 × 10-5 |
Descriptive statistics
| Standard deviation | 0.08781333857 |
|---|---|
| Coefficient of variation (CV) | 5.761564388 |
| Kurtosis | 61.40423073 |
| Mean | 0.01524123184 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.577776056 |
| Sum | 30.45198121 |
| Variance | 0.007711182431 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1085 | |
| 0.0013 | 3 | 0.1% |
| 0.000108 | 3 | 0.1% |
| 0.000139 | 3 | 0.1% |
| 0.000113 | 3 | 0.1% |
| 8.83 × 10-6 | 3 | 0.1% |
| 1.96 × 10-6 | 3 | 0.1% |
| 2.77 × 10-6 | 3 | 0.1% |
| 0.000157 | 3 | 0.1% |
| 1.81 × 10-6 | 3 | 0.1% |
| Other values (762) | 886 |
| Value | Count | Frequency (%) |
| 0 | 1085 | |
| 1.01 × 10-6 | 1 | 0.1% |
| 1.03 × 10-6 | 3 | 0.1% |
| 1.04 × 10-6 | 1 | 0.1% |
| 1.07 × 10-6 | 1 | 0.1% |
| 1.1 × 10-6 | 1 | 0.1% |
| 1.11 × 10-6 | 3 | 0.1% |
| 1.13 × 10-6 | 1 | 0.1% |
| 1.16 × 10-6 | 2 | 0.1% |
| 1.2 × 10-6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.985 | 1 | |
| 0.925 | 1 | |
| 0.901 | 1 | |
| 0.894 | 1 | |
| 0.828 | 1 | |
| 0.812 | 1 | |
| 0.809 | 1 | |
| 0.799 | 1 | |
| 0.792 | 1 | |
| 0.751 | 1 |
liveness
Real number (ℝ≥0)
| Distinct | 782 |
|---|---|
| Distinct (%) | 39.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1812956978 |
| Minimum | 0.0234 |
|---|---|
| Maximum | 0.853 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0234 |
|---|---|
| 5-th percentile | 0.05169 |
| Q1 | 0.08815 |
| median | 0.124 |
| Q3 | 0.241 |
| 95-th percentile | 0.4606 |
| Maximum | 0.853 |
| Range | 0.8296 |
| Interquartile range (IQR) | 0.15285 |
Descriptive statistics
| Standard deviation | 0.1406590055 |
|---|---|
| Coefficient of variation (CV) | 0.7758540723 |
| Kurtosis | 3.831954855 |
| Mean | 0.1812956978 |
| Median Absolute Deviation (MAD) | 0.0504 |
| Skewness | 1.848935403 |
| Sum | 362.4101 |
| Variance | 0.01978495582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.104 | 25 | 1.2% |
| 0.111 | 23 | 1.1% |
| 0.107 | 20 | 1.0% |
| 0.108 | 19 | 0.9% |
| 0.118 | 19 | 0.9% |
| 0.112 | 18 | 0.9% |
| 0.106 | 17 | 0.9% |
| 0.105 | 16 | 0.8% |
| 0.101 | 15 | 0.8% |
| 0.124 | 15 | 0.8% |
| Other values (772) | 1812 |
| Value | Count | Frequency (%) |
| 0.0234 | 1 | |
| 0.0241 | 1 | |
| 0.0263 | 1 | |
| 0.0272 | 1 | |
| 0.028 | 1 | |
| 0.0283 | 2 | |
| 0.0286 | 1 | |
| 0.0288 | 2 | |
| 0.029 | 1 | |
| 0.0304 | 1 |
| Value | Count | Frequency (%) |
| 0.853 | 1 | |
| 0.843 | 1 | |
| 0.839 | 1 | |
| 0.833 | 1 | |
| 0.826 | 1 | |
| 0.82 | 1 | |
| 0.817 | 1 | |
| 0.801 | 1 | |
| 0.795 | 1 | |
| 0.775 | 1 |
valence
Real number (ℝ≥0)
| Distinct | 760 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5515346847 |
| Minimum | 0.0381 |
|---|---|
| Maximum | 0.973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.0381 |
|---|---|
| 5-th percentile | 0.1737 |
| Q1 | 0.38625 |
| median | 0.5575 |
| Q3 | 0.73 |
| 95-th percentile | 0.895 |
| Maximum | 0.973 |
| Range | 0.9349 |
| Interquartile range (IQR) | 0.34375 |
Descriptive statistics
| Standard deviation | 0.2208111539 |
|---|---|
| Coefficient of variation (CV) | 0.4003576929 |
| Kurtosis | -0.8221086212 |
| Mean | 0.5515346847 |
| Median Absolute Deviation (MAD) | 0.1715 |
| Skewness | -0.1293595051 |
| Sum | 1101.9663 |
| Variance | 0.0487575657 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.418 | 11 | 0.5% |
| 0.74 | 9 | 0.4% |
| 0.527 | 8 | 0.4% |
| 0.4 | 8 | 0.4% |
| 0.801 | 8 | 0.4% |
| 0.446 | 8 | 0.4% |
| 0.272 | 7 | 0.4% |
| 0.716 | 7 | 0.4% |
| 0.554 | 7 | 0.4% |
| 0.586 | 7 | 0.4% |
| Other values (750) | 1918 |
| Value | Count | Frequency (%) |
| 0.0381 | 1 | |
| 0.0406 | 1 | |
| 0.0594 | 1 | |
| 0.0596 | 1 | |
| 0.0681 | 1 | |
| 0.0694 | 1 | |
| 0.0756 | 1 | |
| 0.0783 | 1 | |
| 0.0784 | 1 | |
| 0.0789 | 1 |
| Value | Count | Frequency (%) |
| 0.973 | 2 | 0.1% |
| 0.972 | 2 | 0.1% |
| 0.969 | 1 | 0.1% |
| 0.968 | 1 | 0.1% |
| 0.966 | 4 | |
| 0.965 | 3 | |
| 0.964 | 4 | |
| 0.963 | 2 | 0.1% |
| 0.962 | 5 | |
| 0.961 | 4 |
tempo
Real number (ℝ≥0)
| Distinct | 1828 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107236.0186 |
| Minimum | 75.09 |
|---|---|
| Maximum | 210851 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 75.09 |
|---|---|
| 5-th percentile | 117.248 |
| Q1 | 93023 |
| median | 116044 |
| Q3 | 131059 |
| 95-th percentile | 171373.4 |
| Maximum | 210851 |
| Range | 210775.91 |
| Interquartile range (IQR) | 38036 |
Descriptive statistics
| Standard deviation | 45263.83167 |
|---|---|
| Coefficient of variation (CV) | 0.4220954138 |
| Kurtosis | 1.023432492 |
| Mean | 107236.0186 |
| Median Absolute Deviation (MAD) | 20201 |
| Skewness | -1.037539384 |
| Sum | 214150329.2 |
| Variance | 2048814457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140022 | 4 | 0.2% |
| 130 | 3 | 0.1% |
| 100011 | 3 | 0.1% |
| 97954 | 3 | 0.1% |
| 120003 | 3 | 0.1% |
| 91.03 | 3 | 0.1% |
| 143994 | 3 | 0.1% |
| 121996 | 3 | 0.1% |
| 128008 | 3 | 0.1% |
| 83066 | 3 | 0.1% |
| Other values (1818) | 1966 |
| Value | Count | Frequency (%) |
| 75.09 | 1 | |
| 76 | 1 | |
| 76.91 | 1 | |
| 77.49 | 1 | |
| 79.01 | 1 | |
| 80 | 1 | |
| 82.48 | 1 | |
| 82.82 | 1 | |
| 82.92 | 1 | |
| 83.46 | 1 |
| Value | Count | Frequency (%) |
| 210851 | 1 | |
| 203911 | 1 | |
| 203862 | 1 | |
| 202015 | 1 | |
| 201936 | 1 | |
| 199958 | 1 | |
| 199935 | 1 | |
| 199764 | 1 | |
| 198075 | 1 | |
| 198065 | 1 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 15.8 KiB |
| pop | |
|---|---|
| hip hop, pop | |
| hip hop, pop, R&B | |
| pop, Dance/Electronic | |
| pop, R&B | |
| Other values (54) |
Length
| Max length | 37 |
|---|---|
| Median length | 32 |
| Mean length | 11.88688689 |
| Min length | 3 |
Characters and Unicode
| Total characters | 23750 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 18 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | pop |
|---|---|
| 2nd row | rock, pop |
| 3rd row | pop, country |
| 4th row | rock, metal |
| 5th row | pop |
Common Values
| Value | Count | Frequency (%) |
| pop | 427 | |
| hip hop, pop | 277 | |
| hip hop, pop, R&B | 244 | |
| pop, Dance/Electronic | 221 | |
| pop, R&B | 178 | |
| hip hop | 124 | 6.2% |
| hip hop, pop, Dance/Electronic | 78 | 3.9% |
| rock | 57 | 2.9% |
| rock, pop | 43 | 2.1% |
| Dance/Electronic | 41 | 2.1% |
| Other values (49) | 308 |
Length
| Value | Count | Frequency (%) |
| pop | 1632 | |
| hip | 778 | |
| hop | 778 | |
| r&b | 452 | 10.1% |
| dance/electronic | 390 | 8.7% |
| rock | 233 | 5.2% |
| metal | 66 | 1.5% |
| latin | 64 | 1.4% |
| set | 22 | 0.5% |
| country | 21 | 0.5% |
| Other values (7) | 51 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 4820 | |
| o | 3114 | |
| 2489 | ||
| , | 1704 | 7.2% |
| h | 1556 | 6.6% |
| c | 1466 | 6.2% |
| i | 1287 | 5.4% |
| n | 889 | 3.7% |
| e | 886 | 3.7% |
| r | 664 | 2.8% |
| Other values (25) | 4875 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16897 | |
| Other Punctuation | 2576 | 10.8% |
| Space Separator | 2489 | 10.5% |
| Uppercase Letter | 1744 | 7.3% |
| Close Punctuation | 22 | 0.1% |
| Open Punctuation | 22 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 4820 | |
| o | 3114 | |
| h | 1556 | 9.2% |
| c | 1466 | 8.7% |
| i | 1287 | 7.6% |
| n | 889 | 5.3% |
| e | 886 | 5.2% |
| r | 664 | 3.9% |
| t | 600 | 3.6% |
| l | 573 | 3.4% |
| Other values (11) | 1042 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 452 | |
| R | 452 | |
| E | 390 | |
| D | 390 | |
| F | 20 | 1.1% |
| A | 20 | 1.1% |
| W | 10 | 0.6% |
| T | 10 | 0.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1704 | |
| & | 452 | 17.5% |
| / | 420 | 16.3% |
Space Separator
| Value | Count | Frequency (%) |
| 2489 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 22 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 22 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18641 | |
| Common | 5109 | 21.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 4820 | |
| o | 3114 | |
| h | 1556 | 8.3% |
| c | 1466 | 7.9% |
| i | 1287 | 6.9% |
| n | 889 | 4.8% |
| e | 886 | 4.8% |
| r | 664 | 3.6% |
| t | 600 | 3.2% |
| l | 573 | 3.1% |
| Other values (19) | 2786 |
Common
| Value | Count | Frequency (%) |
| 2489 | ||
| , | 1704 | |
| & | 452 | 8.8% |
| / | 420 | 8.2% |
| ) | 22 | 0.4% |
| ( | 22 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23750 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 4820 | |
| o | 3114 | |
| 2489 | ||
| , | 1704 | 7.2% |
| h | 1556 | 6.6% |
| c | 1466 | 6.2% |
| i | 1287 | 5.4% |
| n | 889 | 3.7% |
| e | 886 | 3.7% |
| r | 664 | 2.8% |
| Other values (25) | 4875 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| artist | song | duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Britney Spears | Oops!...I Did It Again | 211160.0 | 0.0 | 2000.0 | 77.0 | 0.751 | 0.834 | 1.0 | -5444.0 | 0.0 | 0.0437 | 0.30000 | 0.000018 | 0.3550 | 0.894 | 95053.0 | pop |
| 1 | blink-182 | All The Small Things | 167066.0 | 0.0 | 1999.0 | 79.0 | 0.434 | 0.897 | 0.0 | -4918.0 | 1.0 | 0.0488 | 0.01030 | 0.000000 | 0.6120 | 0.684 | 148726.0 | rock, pop |
| 2 | Faith Hill | Breathe | 250546.0 | 0.0 | 1999.0 | 66.0 | 0.529 | 0.496 | 7.0 | -9007.0 | 1.0 | 0.0290 | 0.17300 | 0.000000 | 0.2510 | 0.278 | 136859.0 | pop, country |
| 3 | Bon Jovi | It's My Life | 224493.0 | 0.0 | 2000.0 | 78.0 | 0.551 | 0.913 | 0.0 | -4063.0 | 0.0 | 0.0466 | 0.02630 | 0.000013 | 0.3470 | 0.544 | 119992.0 | rock, metal |
| 4 | *NSYNC | Bye Bye Bye | 200560.0 | 0.0 | 2000.0 | NaN | 0.614 | 0.928 | 8.0 | -4806.0 | 0.0 | 0.0516 | 0.04080 | 0.001040 | 0.0845 | 0.879 | 172656.0 | pop |
| 5 | Sisqo | Thong Song | 253733.0 | 1.0 | 1999.0 | 69.0 | 0.706 | 0.888 | 2.0 | -6959.0 | 1.0 | 0.0654 | 0.11900 | 0.000096 | 0.0700 | 0.714 | 121549.0 | hip hop, pop, R&B |
| 6 | Eminem | The Real Slim Shady | 284200.0 | 1.0 | 2000.0 | 86.0 | 0.949 | 0.661 | 5.0 | -4244.0 | 0.0 | 0.0572 | 0.03020 | 0.000000 | 0.0454 | 0.760 | 104504.0 | hip hop |
| 7 | Robbie Williams | Rock DJ | 258560.0 | 0.0 | 2000.0 | 68.0 | 0.708 | 0.772 | 7.0 | -4264.0 | 1.0 | 0.0322 | 0.02670 | 0.000000 | 0.4670 | 0.861 | 103035.0 | pop, rock |
| 8 | Destiny's Child | Say My Name | 271333.0 | 0.0 | 1999.0 | 75.0 | 0.713 | 0.678 | 5.0 | -3525.0 | 0.0 | 0.1020 | 0.27300 | 0.000000 | 0.1490 | 0.734 | 138009.0 | pop, R&B |
| 9 | Modjo | Lady - Hear Me Tonight | 307153.0 | 0.0 | 2001.0 | 77.0 | 0.720 | 0.808 | 6.0 | -5627.0 | 1.0 | 0.0379 | 0.00793 | 0.029300 | 0.0634 | 0.869 | 126041.0 | Dance/Electronic |
Last rows
| artist | song | duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | Sam Smith | How Do You Sleep? | 202204.0 | 0.0 | 2019.0 | 73.0 | 0.477 | 0.682 | 1.0 | -4931.0 | 0.0 | 0.0925 | 0.1530 | 0.000000 | 0.0763 | 0.345 | 110567.0 | pop |
| 1991 | NSG | Options | 240081.0 | 1.0 | 2020.0 | 57.0 | 0.836 | 0.621 | 1.0 | -4684.0 | 0.0 | 0.0894 | 0.3890 | 0.000092 | 0.1040 | 0.762 | 101993.0 | World/Traditional, hip hop |
| 1992 | Normani | Motivation | 193837.0 | 0.0 | 2019.0 | 71.0 | 0.599 | 0.887 | 4.0 | -3967.0 | 1.0 | 0.0984 | 0.0192 | 0.000001 | 0.3000 | 0.881 | 170918.0 | pop, R&B |
| 1993 | Joel Corry | Sorry | 188640.0 | 0.0 | 2019.0 | 63.0 | 0.744 | 0.790 | 8.0 | -4617.0 | 0.0 | 0.0562 | 0.0547 | 0.000802 | 0.3200 | 0.847 | 125002.0 | pop, Dance/Electronic |
| 1994 | Post Malone | Goodbyes (Feat. Young Thug) | 174960.0 | 1.0 | 2019.0 | 1.0 | 0.580 | 0.653 | 5.0 | -3818.0 | 1.0 | 0.0745 | 0.4470 | 0.000000 | 0.1110 | 0.175 | 150231.0 | hip hop |
| 1995 | Jonas Brothers | Sucker | 181026.0 | 0.0 | 2019.0 | 79.0 | 0.842 | 0.734 | 1.0 | -5065.0 | 0.0 | 0.0588 | 0.0427 | 0.000000 | 0.1060 | 0.952 | 137958.0 | pop |
| 1996 | Taylor Swift | Cruel Summer | 178426.0 | 0.0 | 2019.0 | 78.0 | 0.552 | 0.702 | 9.0 | -5707.0 | 1.0 | 0.1570 | 0.1170 | 0.000021 | 0.1050 | 0.564 | 169994.0 | pop |
| 1997 | Blanco Brown | The Git Up | 200593.0 | 0.0 | 2019.0 | 69.0 | 0.847 | 0.678 | 9.0 | -8635.0 | 1.0 | 0.1090 | 0.0669 | 0.000000 | 0.2740 | 0.811 | NaN | hip hop, country |
| 1998 | Sam Smith | Dancing With A Stranger (with Normani) | 171029.0 | 0.0 | 2019.0 | 75.0 | 0.741 | 0.520 | 8.0 | -7513.0 | 1.0 | 0.0656 | 0.4500 | 0.000002 | 0.2220 | 0.347 | 102998.0 | pop |
| 1999 | Post Malone | Circles | 215280.0 | 0.0 | 2019.0 | 85.0 | 0.695 | 0.762 | 0.0 | -3497.0 | 1.0 | 0.0395 | 0.1920 | 0.002440 | 0.0863 | 0.553 | 120042.0 | hip hop |
Most frequently occurring
| duration_ms | explicit | year | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | genre | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 177184.0 | 1.0 | 2016.0 | 76.0 | 0.886 | 0.427 | 6.0 | -10028.0 | 1.0 | 0.1450 | 0.031200 | 0.000990 | 0.0906 | 0.230 | 108034.0 | hip hop | 2 |
| 1 | 177685.0 | 1.0 | 2013.0 | 56.0 | 0.760 | 0.652 | 6.0 | -7321.0 | 1.0 | 0.2320 | 0.034800 | 0.000000 | 0.3070 | 0.759 | 100315.0 | hip hop, pop | 2 |
| 2 | 184573.0 | 0.0 | 2010.0 | 66.0 | 0.799 | 0.783 | 1.0 | -3896.0 | 0.0 | 0.0322 | 0.034600 | 0.018600 | 0.0757 | 0.586 | 127041.0 | pop | 2 |
| 3 | 192190.0 | 0.0 | 2015.0 | 76.0 | 0.688 | 0.702 | 7.0 | -4792.0 | 0.0 | 0.0499 | 0.021500 | 0.000000 | 0.1280 | 0.740 | 94006.0 | hip hop, pop | 2 |
| 4 | 193653.0 | 0.0 | 2005.0 | 65.0 | 0.469 | 0.955 | 10.0 | -4253.0 | 1.0 | 0.0432 | 0.000343 | 0.000001 | 0.5480 | 0.462 | 143853.0 | rock, pop | 2 |
| 5 | 195200.0 | 0.0 | 2015.0 | 75.0 | 0.526 | 0.862 | 2.0 | -6003.0 | 1.0 | 0.0905 | 0.014400 | 0.059700 | 0.2290 | 0.528 | 90052.0 | hip hop, rock, pop | 2 |
| 6 | 198293.0 | 1.0 | 2015.0 | 78.0 | 0.765 | 0.356 | 11.0 | -5556.0 | 0.0 | 0.1950 | 0.223000 | 0.000000 | 0.0963 | 0.189 | 96991.0 | hip hop, pop, R&B | 2 |
| 7 | 199480.0 | 0.0 | 2011.0 | 67.0 | 0.707 | 0.861 | 7.0 | -4225.0 | 1.0 | 0.3160 | 0.100000 | 0.000000 | 0.1910 | 0.795 | 130021.0 | hip hop, pop, Dance/Electronic | 2 |
| 8 | 200185.0 | 0.0 | 2018.0 | 86.0 | 0.351 | 0.296 | 4.0 | -10109.0 | 0.0 | 0.0333 | 0.934000 | 0.000000 | 0.0950 | 0.120 | 115284.0 | pop, Dance/Electronic | 2 |
| 9 | 200786.0 | 0.0 | 2015.0 | 80.0 | 0.654 | 0.760 | 0.0 | -3669.0 | 0.0 | 0.0450 | 0.079700 | 0.000000 | 0.2990 | 0.410 | 99945.0 | pop | 2 |